Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 2988 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 291.8 KiB |
| Average record size in memory | 100.0 B |
Variable types
| Numeric | 12 |
|---|
gross_revenue is highly overall correlated with qty_invoices and 3 other fields | High correlation |
qty_invoices is highly overall correlated with gross_revenue and 3 other fields | High correlation |
qty_items_purchased is highly overall correlated with gross_revenue and 3 other fields | High correlation |
products_variety is highly overall correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly overall correlated with avg_variety_basket | High correlation |
recency_days is highly overall correlated with qty_invoices | High correlation |
avg_recency_days is highly overall correlated with avg_freq_days | High correlation |
avg_freq_days is highly overall correlated with avg_recency_days | High correlation |
avg_basket_size is highly overall correlated with gross_revenue | High correlation |
avg_variety_basket is highly overall correlated with qty_items_purchased and 2 other fields | High correlation |
avg_ticket is highly skewed (γ1 = 53.59467161) | Skewed |
total_return is highly skewed (γ1 = 52.87135559) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.74538965) | Skewed |
customer_id has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
total_return has 1500 (50.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-23 14:59:05.285487 |
|---|---|
| Analysis finished | 2023-01-23 14:59:30.499279 |
| Duration | 25.21 seconds |
| Software version | pandas-profiling vdev |
| Download configuration | config.json |
customer_id
Real number (ℝ)
| Distinct | 2988 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15269.023 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 35.0 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12613.7 |
| Q1 | 13791.75 |
| median | 15220.5 |
| Q3 | 16770.25 |
| 95-th percentile | 17964.65 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2978.5 |
Descriptive statistics
| Standard deviation | 1721.2688 |
|---|---|
| Coefficient of variation (CV) | 0.11272946 |
| Kurtosis | -1.2079407 |
| Mean | 15269.023 |
| Median Absolute Deviation (MAD) | 1490.5 |
| Skewness | 0.029601368 |
| Sum | 45623840 |
| Variance | 2962766.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 16146 | 1 | < 0.1% |
| 17588 | 1 | < 0.1% |
| 14759 | 1 | < 0.1% |
| 16185 | 1 | < 0.1% |
| 13505 | 1 | < 0.1% |
| 13389 | 1 | < 0.1% |
| 17631 | 1 | < 0.1% |
| 17061 | 1 | < 0.1% |
| 17630 | 1 | < 0.1% |
| Other values (2978) | 2978 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12363 | 1 | |
| 12364 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
| Distinct | 2973 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2733.3693 |
| Minimum | 5.9 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 5.9 |
|---|---|
| 5-th percentile | 227.5565 |
| Q1 | 566.595 |
| median | 1079.475 |
| Q3 | 2298.94 |
| 95-th percentile | 7169.562 |
| Maximum | 279138.02 |
| Range | 279132.12 |
| Interquartile range (IQR) | 1732.345 |
Descriptive statistics
| Standard deviation | 10528.004 |
|---|---|
| Coefficient of variation (CV) | 3.851658 |
| Kurtosis | 357.67231 |
| Mean | 2733.3693 |
| Median Absolute Deviation (MAD) | 667.97 |
| Skewness | 16.852986 |
| Sum | 8167307.5 |
| Variance | 1.1083887 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 533.33 | 2 | 0.1% |
| 178.96 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 1314.45 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 598.2 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| Other values (2963) | 2968 |
| Value | Count | Frequency (%) |
| 5.9 | 1 | |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 63 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 136275.72 | 1 | |
| 124564.53 | 1 | |
| 116729.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
qty_invoices
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6904284 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8214944 |
|---|---|
| Coefficient of variation (CV) | 1.5502338 |
| Kurtosis | 191.08365 |
| Mean | 5.6904284 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.766552 |
| Sum | 17003 |
| Variance | 77.818763 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 789 | |
| 3 | 498 | |
| 4 | 394 | |
| 5 | 236 | 7.9% |
| 1 | 206 | 6.9% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 54 | 1.8% |
| Other values (47) | 332 |
| Value | Count | Frequency (%) |
| 1 | 206 | 6.9% |
| 2 | 789 | |
| 3 | 498 | |
| 4 | 394 | |
| 5 | 236 | 7.9% |
| 6 | 173 | 5.8% |
| 7 | 139 | 4.7% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 54 | 1.8% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 1 | |
| 90 | 1 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 |
qty_items_purchased
Real number (ℝ)
| Distinct | 467 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.08936 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 66 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 268.54062 |
|---|---|
| Coefficient of variation (CV) | 2.1995416 |
| Kurtosis | 356.32989 |
| Mean | 122.08936 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.718178 |
| Sum | 364803 |
| Variance | 72114.062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 44 | 1.5% |
| 20 | 37 | 1.2% |
| 35 | 35 | 1.2% |
| 15 | 34 | 1.1% |
| 19 | 34 | 1.1% |
| 29 | 34 | 1.1% |
| 11 | 33 | 1.1% |
| 25 | 32 | 1.1% |
| 16 | 30 | 1.0% |
| 27 | 30 | 1.0% |
| Other values (457) | 2645 |
| Value | Count | Frequency (%) |
| 1 | 7 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 28 | |
| 6 | 28 | |
| 7 | 19 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5589 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2697 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1672 | 1 | |
| 1637 | 1 |
products_variety
Real number (ℝ)
| Distinct | 339 |
|---|---|
| Distinct (%) | 11.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.993641 |
| Minimum | 1 |
|---|---|
| Maximum | 1785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 25 |
| median | 52 |
| Q3 | 100 |
| 95-th percentile | 233 |
| Maximum | 1785 |
| Range | 1784 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 96.628745 |
|---|---|
| Coefficient of variation (CV) | 1.2232471 |
| Kurtosis | 82.657166 |
| Mean | 78.993641 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 6.3984328 |
| Sum | 236033 |
| Variance | 9337.1145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24 | 44 | 1.5% |
| 18 | 42 | 1.4% |
| 37 | 40 | 1.3% |
| 28 | 40 | 1.3% |
| 25 | 37 | 1.2% |
| 15 | 37 | 1.2% |
| 11 | 37 | 1.2% |
| 26 | 37 | 1.2% |
| 23 | 36 | 1.2% |
| 30 | 36 | 1.2% |
| Other values (329) | 2602 |
| Value | Count | Frequency (%) |
| 1 | 26 | |
| 2 | 16 | |
| 3 | 21 | |
| 4 | 20 | |
| 5 | 35 | |
| 6 | 22 | |
| 7 | 26 | |
| 8 | 30 | |
| 9 | 32 | |
| 10 | 27 |
| Value | Count | Frequency (%) |
| 1785 | 1 | |
| 1766 | 1 | |
| 1322 | 1 | |
| 1118 | 1 | |
| 884 | 1 | |
| 816 | 1 | |
| 717 | 1 | |
| 713 | 1 | |
| 699 | 1 | |
| 636 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2986 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.975057 |
| Minimum | 2.1505882 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 2.1505882 |
|---|---|
| 5-th percentile | 4.9317949 |
| Q1 | 13.113004 |
| median | 17.936066 |
| Q3 | 24.843993 |
| 95-th percentile | 90.498417 |
| Maximum | 56157.5 |
| Range | 56155.349 |
| Interquartile range (IQR) | 11.730989 |
Descriptive statistics
| Standard deviation | 1033.7604 |
|---|---|
| Coefficient of variation (CV) | 19.889548 |
| Kurtosis | 2907.723 |
| Mean | 51.975057 |
| Median Absolute Deviation (MAD) | 5.9616373 |
| Skewness | 53.594672 |
| Sum | 155301.47 |
| Variance | 1068660.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.162 | 2 | 0.1% |
| 14.47833333 | 2 | 0.1% |
| 25.31482759 | 1 | < 0.1% |
| 53.92173913 | 1 | < 0.1% |
| 15.94088235 | 1 | < 0.1% |
| 17.07774194 | 1 | < 0.1% |
| 17.22099526 | 1 | < 0.1% |
| 15.64627451 | 1 | < 0.1% |
| 13.54692308 | 1 | < 0.1% |
| 52.85080808 | 1 | < 0.1% |
| Other values (2976) | 2976 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 931.5 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.796519 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 32 |
| Q3 | 84 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 73 |
Descriptive statistics
| Standard deviation | 78.084432 |
|---|---|
| Coefficient of variation (CV) | 1.2050714 |
| Kurtosis | 2.7170346 |
| Mean | 64.796519 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7841812 |
| Sum | 193612 |
| Variance | 6097.1785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 3 | 85 | 2.8% |
| 2 | 84 | 2.8% |
| 8 | 76 | 2.5% |
| 10 | 67 | 2.2% |
| 7 | 66 | 2.2% |
| 9 | 66 | 2.2% |
| 17 | 64 | 2.1% |
| 15 | 55 | 1.8% |
| Other values (262) | 2239 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 84 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 3 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 3 | |
| 364 | 1 | < 0.1% |
| 360 | 2 | |
| 359 | 1 | < 0.1% |
| 358 | 4 |
avg_recency_days
Real number (ℝ)
| Distinct | 1254 |
|---|---|
| Distinct (%) | 42.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.898942 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7.4458838 |
| Q1 | 25.276786 |
| median | 47.666667 |
| Q3 | 85 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.723214 |
Descriptive statistics
| Standard deviation | 63.463411 |
|---|---|
| Coefficient of variation (CV) | 0.94864597 |
| Kurtosis | 4.9415397 |
| Mean | 66.898942 |
| Median Absolute Deviation (MAD) | 26.143939 |
| Skewness | 2.0734536 |
| Sum | 199894.04 |
| Variance | 4027.6046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 24 | 0.8% |
| 4 | 23 | 0.8% |
| 70 | 22 | 0.7% |
| 7 | 20 | 0.7% |
| 1 | 19 | 0.6% |
| 46 | 18 | 0.6% |
| 21 | 18 | 0.6% |
| 35 | 18 | 0.6% |
| 11 | 18 | 0.6% |
| 49 | 18 | 0.6% |
| Other values (1244) | 2790 |
| Value | Count | Frequency (%) |
| 1 | 19 | |
| 1.5 | 1 | < 0.1% |
| 2 | 14 | |
| 2.5 | 1 | < 0.1% |
| 2.565517241 | 1 | < 0.1% |
| 3 | 15 | |
| 3.271929825 | 1 | < 0.1% |
| 3.321428571 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 23 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
avg_freq_days
Real number (ℝ)
| Distinct | 1223 |
|---|---|
| Distinct (%) | 40.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.664859 |
| Minimum | 0.058823529 |
|---|---|
| Maximum | 183.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0.058823529 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 19.986111 |
| median | 38.472222 |
| Q3 | 61 |
| 95-th percentile | 112.33333 |
| Maximum | 183.5 |
| Range | 183.44118 |
| Interquartile range (IQR) | 41.013889 |
Descriptive statistics
| Standard deviation | 34.172562 |
|---|---|
| Coefficient of variation (CV) | 0.76508831 |
| Kurtosis | 1.8971383 |
| Mean | 44.664859 |
| Median Absolute Deviation (MAD) | 20.472222 |
| Skewness | 1.2356761 |
| Sum | 133458.6 |
| Variance | 1167.764 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 214 | 7.2% |
| 16 | 18 | 0.6% |
| 36 | 17 | 0.6% |
| 42 | 16 | 0.5% |
| 29 | 15 | 0.5% |
| 11 | 15 | 0.5% |
| 12 | 15 | 0.5% |
| 34 | 14 | 0.5% |
| 47 | 13 | 0.4% |
| 39 | 13 | 0.4% |
| Other values (1213) | 2638 |
| Value | Count | Frequency (%) |
| 0.05882352941 | 1 | < 0.1% |
| 0.3333333333 | 1 | < 0.1% |
| 0.5 | 7 | 0.2% |
| 0.875 | 1 | < 0.1% |
| 1 | 214 | |
| 1.333333333 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1.815533981 | 1 | < 0.1% |
| 1.883838384 | 1 | < 0.1% |
| 2 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 183.5 | 1 | < 0.1% |
| 183 | 1 | < 0.1% |
| 182.5 | 1 | < 0.1% |
| 182 | 1 | < 0.1% |
| 179 | 2 | |
| 178.5 | 1 | < 0.1% |
| 178 | 2 | |
| 176.5 | 1 | < 0.1% |
| 176 | 2 | |
| 175.5 | 3 |
total_return
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 173 |
|---|---|
| Distinct (%) | 5.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.872155 |
| Minimum | -0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1500 |
| Zeros (%) | 50.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | -0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | -0 |
| median | -0 |
| Q3 | 6 |
| 95-th percentile | 61.65 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 1498.6991 |
|---|---|
| Coefficient of variation (CV) | 28.892169 |
| Kurtosis | 2851.7806 |
| Mean | 51.872155 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 52.871356 |
| Sum | 154994 |
| Variance | 2246099 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0 | 1500 | |
| 1 | 295 | 9.9% |
| 3 | 169 | 5.7% |
| 6 | 93 | 3.1% |
| 2 | 88 | 2.9% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.4% |
| 12 | 43 | 1.4% |
| 8 | 40 | 1.3% |
| 7 | 38 | 1.3% |
| Other values (163) | 608 |
| Value | Count | Frequency (%) |
| -0 | 1500 | |
| 1 | 295 | 9.9% |
| 2 | 88 | 2.9% |
| 3 | 169 | 5.7% |
| 4 | 71 | 2.4% |
| 5 | 43 | 1.4% |
| 6 | 93 | 3.1% |
| 7 | 38 | 1.3% |
| 8 | 40 | 1.3% |
| 9 | 36 | 1.2% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 4824 | 1 | |
| 4027 | 1 | |
| 2302 | 2 | |
| 1776 | 1 | |
| 1608 | 1 | |
| 1589 | 1 | |
| 1515 | 1 | |
| 1278 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1986 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 250.2186 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44.077778 |
| Q1 | 103.2875 |
| median | 172.29167 |
| Q3 | 282.08333 |
| 95-th percentile | 600 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.79583 |
Descriptive statistics
| Standard deviation | 789.44209 |
|---|---|
| Coefficient of variation (CV) | 3.1550097 |
| Kurtosis | 2265.1771 |
| Mean | 250.2186 |
| Median Absolute Deviation (MAD) | 83.25 |
| Skewness | 44.74539 |
| Sum | 747653.16 |
| Variance | 623218.81 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 11 | 0.4% |
| 82 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 136 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 60 | 9 | 0.3% |
| 88 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 140 | 8 | 0.3% |
| Other values (1976) | 2897 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
avg_variety_basket
Real number (ℝ)
| Distinct | 911 |
|---|---|
| Distinct (%) | 30.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.536632 |
| Minimum | 0.2 |
|---|---|
| Maximum | 259 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.7 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7.6989247 |
| median | 13.625 |
| Q3 | 22.2 |
| 95-th percentile | 46 |
| Maximum | 259 |
| Range | 258.8 |
| Interquartile range (IQR) | 14.501075 |
Descriptive statistics
| Standard deviation | 15.487218 |
|---|---|
| Coefficient of variation (CV) | 0.88313525 |
| Kurtosis | 28.890184 |
| Mean | 17.536632 |
| Median Absolute Deviation (MAD) | 6.625 |
| Skewness | 3.4054 |
| Sum | 52399.456 |
| Variance | 239.85391 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 43 | 1.4% |
| 9 | 42 | 1.4% |
| 16 | 40 | 1.3% |
| 8 | 39 | 1.3% |
| 14 | 39 | 1.3% |
| 17 | 38 | 1.3% |
| 5 | 38 | 1.3% |
| 7 | 38 | 1.3% |
| 11 | 37 | 1.2% |
| 15 | 35 | 1.2% |
| Other values (901) | 2599 |
| Value | Count | Frequency (%) |
| 0.2 | 1 | < 0.1% |
| 0.25 | 3 | 0.1% |
| 0.3333333333 | 6 | |
| 0.4 | 1 | < 0.1% |
| 0.4090909091 | 1 | < 0.1% |
| 0.5 | 12 | |
| 0.5454545455 | 1 | < 0.1% |
| 0.5555555556 | 1 | < 0.1% |
| 0.5714285714 | 1 | < 0.1% |
| 0.6176470588 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 259 | 1 | |
| 177 | 1 | |
| 148 | 1 | |
| 127 | 1 | |
| 105 | 1 | |
| 104 | 1 | |
| 101 | 1 | |
| 98 | 1 | |
| 95.5 | 1 | |
| 94.33333333 | 1 |
| customer_id | gross_revenue | qty_invoices | qty_items_purchased | products_variety | avg_ticket | recency_days | avg_recency_days | avg_freq_days | total_return | avg_basket_size | avg_variety_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| customer_id | 1.000 | -0.076 | 0.027 | 0.011 | 0.006 | -0.129 | 0.001 | 0.024 | 0.002 | -0.062 | -0.124 | -0.020 |
| gross_revenue | -0.076 | 1.000 | 0.771 | 0.745 | 0.666 | 0.247 | -0.417 | -0.249 | -0.079 | 0.363 | 0.573 | 0.104 |
| qty_invoices | 0.027 | 0.771 | 1.000 | 0.691 | 0.585 | 0.061 | -0.506 | -0.251 | -0.060 | 0.289 | 0.098 | -0.182 |
| qty_items_purchased | 0.011 | 0.745 | 0.691 | 1.000 | 0.972 | -0.374 | -0.438 | -0.162 | -0.025 | 0.231 | 0.381 | 0.513 |
| products_variety | 0.006 | 0.666 | 0.585 | 0.972 | 1.000 | -0.453 | -0.383 | -0.110 | 0.011 | 0.195 | 0.384 | 0.636 |
| avg_ticket | -0.129 | 0.247 | 0.061 | -0.374 | -0.453 | 1.000 | 0.047 | -0.127 | -0.087 | 0.198 | 0.190 | -0.615 |
| recency_days | 0.001 | -0.417 | -0.506 | -0.438 | -0.383 | 0.047 | 1.000 | 0.106 | -0.028 | -0.121 | -0.096 | 0.017 |
| avg_recency_days | 0.024 | -0.249 | -0.251 | -0.162 | -0.110 | -0.127 | 0.106 | 1.000 | 0.871 | -0.387 | -0.086 | 0.128 |
| avg_freq_days | 0.002 | -0.079 | -0.060 | -0.025 | 0.011 | -0.087 | -0.028 | 0.871 | 1.000 | -0.223 | -0.028 | 0.115 |
| total_return | -0.062 | 0.363 | 0.289 | 0.231 | 0.195 | 0.198 | -0.121 | -0.387 | -0.223 | 1.000 | 0.208 | -0.064 |
| avg_basket_size | -0.124 | 0.573 | 0.098 | 0.381 | 0.384 | 0.190 | -0.096 | -0.086 | -0.028 | 0.208 | 1.000 | 0.403 |
| avg_variety_basket | -0.020 | 0.104 | -0.182 | 0.513 | 0.636 | -0.615 | 0.017 | 0.128 | 0.115 | -0.064 | 0.403 | 1.000 |
| customer_id | gross_revenue | qty_invoices | qty_items_purchased | products_variety | avg_ticket | recency_days | avg_recency_days | avg_freq_days | total_return | avg_basket_size | avg_variety_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 34.0 | 297.0 | 21.0 | 18.152222 | 372.0 | 35.500000 | 0.058824 | 21.0 | 50.970588 | 0.617647 |
| 1 | 13047 | 3232.59 | 9.0 | 171.0 | 105.0 | 18.904035 | 56.0 | 26.307692 | 35.333333 | 6.0 | 154.444444 | 11.666667 |
| 2 | 12583 | 6705.38 | 15.0 | 232.0 | 114.0 | 28.902500 | 2.0 | 21.823529 | 24.800000 | 50.0 | 335.200000 | 7.600000 |
| 3 | 13748 | 948.25 | 5.0 | 28.0 | 24.0 | 33.866071 | 95.0 | 92.666667 | 55.800000 | -0.0 | 87.800000 | 4.800000 |
| 4 | 15100 | 876.00 | 3.0 | 3.0 | 1.0 | 292.000000 | 333.0 | 8.600000 | 13.666667 | 22.0 | 26.666667 | 0.333333 |
| 5 | 15291 | 4623.30 | 14.0 | 102.0 | 61.0 | 45.326471 | 25.0 | 21.750000 | 24.928571 | 27.0 | 150.142857 | 4.357143 |
| 6 | 14688 | 5630.87 | 21.0 | 327.0 | 148.0 | 17.219786 | 7.0 | 18.300000 | 17.476190 | 281.0 | 172.428571 | 7.047619 |
| 7 | 17809 | 5411.91 | 12.0 | 61.0 | 46.0 | 88.719836 | 16.0 | 32.454545 | 29.833333 | 41.0 | 171.416667 | 3.833333 |
| 8 | 15311 | 60767.90 | 91.0 | 2379.0 | 567.0 | 25.543464 | 0.0 | 4.144444 | 4.109890 | 231.0 | 419.714286 | 6.230769 |
| 9 | 16098 | 2005.63 | 7.0 | 67.0 | 34.0 | 29.934776 | 87.0 | 47.666667 | 41.000000 | -0.0 | 87.571429 | 4.857143 |
| customer_id | gross_revenue | qty_invoices | qty_items_purchased | products_variety | avg_ticket | recency_days | avg_recency_days | avg_freq_days | total_return | avg_basket_size | avg_variety_basket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5612 | 17727 | 1060.25 | 1.0 | 66.0 | 66.0 | 16.064394 | 15.0 | 6.0 | 1.000000 | 6.0 | 645.000000 | 66.000000 |
| 5622 | 17232 | 421.52 | 2.0 | 36.0 | 30.0 | 11.708889 | 2.0 | 12.0 | 6.500000 | -0.0 | 101.500000 | 15.000000 |
| 5623 | 17468 | 137.00 | 2.0 | 5.0 | 5.0 | 27.400000 | 10.0 | 4.0 | 2.500000 | -0.0 | 58.000000 | 2.500000 |
| 5634 | 13596 | 697.04 | 2.0 | 166.0 | 133.0 | 4.199036 | 5.0 | 7.0 | 4.000000 | -0.0 | 203.000000 | 66.500000 |
| 5640 | 14893 | 1237.85 | 2.0 | 73.0 | 72.0 | 16.956849 | 9.0 | 2.0 | 1.500000 | -0.0 | 399.500000 | 36.000000 |
| 5644 | 12479 | 473.20 | 1.0 | 30.0 | 30.0 | 15.773333 | 11.0 | 4.0 | 1.000000 | 34.0 | 382.000000 | 30.000000 |
| 5665 | 14126 | 706.13 | 3.0 | 15.0 | 14.0 | 47.075333 | 7.0 | 3.0 | 1.333333 | 50.0 | 169.333333 | 4.666667 |
| 5671 | 13521 | 1092.39 | 3.0 | 435.0 | 312.0 | 2.511241 | 1.0 | 4.5 | 3.333333 | -0.0 | 244.333333 | 104.000000 |
| 5681 | 15060 | 301.84 | 4.0 | 120.0 | 80.0 | 2.515333 | 8.0 | 1.0 | 0.500000 | -0.0 | 65.500000 | 20.000000 |
| 5700 | 12558 | 269.96 | 1.0 | 11.0 | 11.0 | 24.541818 | 7.0 | 6.0 | 1.000000 | 102.0 | 196.000000 | 11.000000 |